The data analytic scripts and supplemental materials for this project are available at https://github.com/sarhen907/MLM-WLS. This .html provides output from statistical models and graphically represents data in various plots. Individual models may be run in the .rmd, and individual steps for analysis may be navigated through the .rmd tabs.
## yob sex edu1 childincomecompare adultincome
## 37: 44 Male :1983 NoHigherEd:2794 Min. :1.000 Min. : 0.003
## 38: 631 Female:2266 Associates: 116 1st Qu.:3.000 1st Qu.: 4.000
## 39:3342 Bachelors : 735 Median :3.000 Median : 6.000
## 40: 232 Masters : 442 Mean :3.163 Mean : 7.443
## Doctorate : 162 3rd Qu.:3.000 3rd Qu.: 8.910
## Max. :5.000 Max. :30.000
##
## <table style="text-align:center"><caption><strong>Simlarities (WAIS)</strong></caption>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">year</td><td>N</td><td>mean</td><td>sd</td><td>se</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">1992</td><td>4,674</td><td>8.117</td><td>2.681</td><td>0.039</td></tr>
## <tr><td style="text-align:left">2004</td><td>4,456</td><td>6.810</td><td>2.329</td><td>0.035</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr></table>
##
## <table style="text-align:center"><caption><strong>Categorical Fluency</strong></caption>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">year</td><td>N</td><td>mean</td><td>sd</td><td>se</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">2004</td><td>2,145</td><td>21.392</td><td>6.109</td><td>0.132</td></tr>
## <tr><td style="text-align:left">2011</td><td>2,104</td><td>19.945</td><td>5.937</td><td>0.129</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr></table>
##
## <table style="text-align:center"><caption><strong>Letter Fluency</strong></caption>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">year</td><td>N</td><td>mean</td><td>sd</td><td>se</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">2004</td><td>3,306</td><td>11.680</td><td>4.272</td><td>0.074</td></tr>
## <tr><td style="text-align:left">2011</td><td>4,203</td><td>11.363</td><td>4.162</td><td>0.064</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr></table>
##
## <table style="text-align:center"><caption><strong>Immediate Recall</strong></caption>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">year</td><td>N</td><td>mean</td><td>sd</td><td>se</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">2004</td><td>3,560</td><td>6.241</td><td>1.697</td><td>0.028</td></tr>
## <tr><td style="text-align:left">2011</td><td>3,498</td><td>5.553</td><td>1.396</td><td>0.024</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr></table>
##
## <table style="text-align:center"><caption><strong>Digit Ordering</strong></caption>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">year</td><td>N</td><td>mean</td><td>sd</td><td>se</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">2004</td><td>3,342</td><td>7.817</td><td>2.461</td><td>0.043</td></tr>
## <tr><td style="text-align:left">2011</td><td>3,373</td><td>7.229</td><td>2.191</td><td>0.038</td></tr>
## <tr><td colspan="5" style="border-bottom: 1px solid black"></td></tr></table>
predictors only
Outcome variables
simscore
## [1] 0.4078702
## 2.5 % 97.5 %
## 0.3830407 0.4321178
## [1] 1.40787
categorical fluency
## [1] 0.5811758
## 2.5 % 97.5 %
## 0.5513553 0.6094421
## [1] 1.581176
letter fluency
## [1] 0.5884791
## 2.5 % 97.5 %
## 0.5653130 0.6105755
## [1] 1.588479
immediate recall
## [1] 0.2409269
## 2.5 % 97.5 %
## 0.2089275 0.2723645
## [1] 1.240927
digit ordering
## [1] 0.3141478
## 2.5 % 97.5 %
## 0.2819833 0.3455739
## [1] 1.314148
| Â | by Time | Edu * Year | Edu * Sex * Year | Income * Year | Income * Sex * Year | Income * Sex * Edu * Year | Child Income * Year | Child Income * Sex * Year | Child Income * Sex * Edu * Year |
|---|---|---|---|---|---|---|---|---|---|
| (Intercept) | 8.12*** | 7.51*** | 7.35*** | 7.52*** | 7.37*** | 6.91*** | 7.72*** | 7.83*** | 7.58*** |
| Â | (0.04) | (0.04) | (0.07) | (0.06) | (0.10) | (0.12) | (0.22) | (0.32) | (0.40) |
| year2004 | -1.31*** | -1.27*** | -1.23*** | -1.23*** | -1.15*** | -1.08*** | -1.28*** | -1.13*** | -0.81* |
| Â | (0.04) | (0.04) | (0.07) | (0.06) | (0.09) | (0.12) | (0.21) | (0.30) | (0.40) |
| edu | Â | 0.75*** | 0.74*** | Â | Â | 0.87*** | Â | Â | 0.84*** |
| Â | Â | (0.03) | (0.04) | Â | Â | (0.07) | Â | Â | (0.21) |
| edu:year2004 | Â | -0.06 | -0.08 | Â | Â | -0.10 | Â | Â | -0.31 |
| Â | Â | (0.03) | (0.04) | Â | Â | (0.07) | Â | Â | (0.21) |
| sexFemale | Â | Â | 0.27** | Â | 0.25 | 0.41** | Â | -0.23 | -0.07 |
| Â | Â | Â | (0.09) | Â | (0.13) | (0.15) | Â | (0.44) | (0.53) |
| sexFemale:edu | Â | Â | 0.06 | Â | Â | 0.00 | Â | Â | 0.22 |
| Â | Â | Â | (0.06) | Â | Â | (0.11) | Â | Â | (0.32) |
| sexFemale:year2004 | Â | Â | -0.07 | Â | -0.13 | -0.19 | Â | -0.27 | -0.56 |
| Â | Â | Â | (0.09) | Â | (0.12) | (0.15) | Â | (0.42) | (0.54) |
| sexFemale:edu:year2004 | Â | Â | 0.04 | Â | Â | 0.05 | Â | Â | 0.19 |
| Â | Â | Â | (0.06) | Â | Â | (0.11) | Â | Â | (0.33) |
| adultincome | Â | Â | Â | 0.08*** | 0.09*** | 0.06*** | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.01) | Â | Â | Â |
| adultincome:year2004 | Â | Â | Â | -0.01 | -0.02* | -0.02 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.01) | Â | Â | Â |
| sexFemale:adultincome | Â | Â | Â | Â | -0.01 | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | (0.02) | Â | Â | Â |
| sexFemale:adultincome:year2004 | Â | Â | Â | Â | 0.01 | 0.02 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | (0.02) | Â | Â | Â |
| adultincome:edu | Â | Â | Â | Â | Â | -0.02** | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu | Â | Â | Â | Â | Â | 0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| adultincome:edu:year2004 | Â | Â | Â | Â | Â | 0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu:year2004 | Â | Â | Â | Â | Â | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| childincomecompare | Â | Â | Â | Â | Â | Â | 0.13 | 0.09 | -0.07 |
| Â | Â | Â | Â | Â | Â | Â | (0.07) | (0.10) | (0.12) |
| childincomecompare:year2004 | Â | Â | Â | Â | Â | Â | -0.01 | -0.05 | -0.13 |
| Â | Â | Â | Â | Â | Â | Â | (0.07) | (0.09) | (0.13) |
| sexFemale:childincomecompare | Â | Â | Â | Â | Â | Â | Â | 0.08 | 0.11 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.14) | (0.17) |
| sexFemale:childincomecompare:year2004 | Â | Â | Â | Â | Â | Â | Â | 0.08 | 0.16 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.13) | (0.17) |
| childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.03 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.06) |
| sexFemale:childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.05 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.10) |
| childincomecompare:edu:year2004 | Â | Â | Â | Â | Â | Â | Â | Â | 0.07 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.06) |
| sexFemale:childincomecompare:edu:year2004 | Â | Â | Â | Â | Â | Â | Â | Â | -0.05 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.10) |
| AIC | 41343.67 | 40523.41 | 40504.01 | 41171.72 | 41174.24 | 40470.82 | 41342.91 | 41349.06 | 40513.61 |
| Log Likelihood | -20666.84 | -20254.71 | -20241.00 | -20578.86 | -20576.12 | -20216.41 | -20664.46 | -20663.53 | -20237.81 |
| Num. obs. | 9130 | 9130 | 9130 | 9130 | 9130 | 9130 | 9130 | 9130 | 9130 |
| Num. groups: personid | 4674 | 4674 | 4674 | 4674 | 4674 | 4674 | 4674 | 4674 | 4674 |
| Var: personid (Intercept) | 7.19 | 6.35 | 6.33 | 6.98 | 6.97 | 6.28 | 7.18 | 7.18 | 6.32 |
| Var: personid year2004 | 6.26 | 6.26 | 6.26 | 6.26 | 6.25 | 6.26 | 6.26 | 6.26 | 6.26 |
| p < 0.001; p < 0.01; p < 0.05 | |||||||||
Printed Table to a word doc
| Â | by Time | Edu * Year | Edu * Sex * Year | Income * Year | Income * Sex * Year | Income * Sex * Edu * Year | Child Income * Year | Child Income * Sex * Year | Child Income * Sex * Edu * Year |
|---|---|---|---|---|---|---|---|---|---|
| (Intercept) | 21.39*** | 20.35*** | 19.08*** | 7.52*** | 7.37*** | 18.49*** | 7.72*** | 7.83*** | 20.48*** |
| Â | (0.13) | (0.15) | (0.23) | (0.06) | (0.10) | (0.40) | (0.22) | (0.32) | (1.36) |
| year2011 | -1.49*** | -1.18*** | -1.29*** | Â | Â | -1.39*** | Â | Â | -1.27 |
| Â | (0.12) | (0.14) | (0.22) | Â | Â | (0.38) | Â | Â | (1.28) |
| edu | Â | 1.24*** | 1.27*** | Â | Â | 1.45*** | Â | Â | 0.58 |
| Â | Â | (0.10) | (0.13) | Â | Â | (0.24) | Â | Â | (0.71) |
| edu:year2011 | Â | -0.37*** | -0.26* | Â | Â | -0.10 | Â | Â | 0.22 |
| Â | Â | (0.09) | (0.12) | Â | Â | (0.23) | Â | Â | (0.67) |
| sexFemale | Â | Â | 2.15*** | Â | 0.25 | 2.47*** | Â | -0.23 | 0.09 |
| Â | Â | Â | (0.30) | Â | (0.13) | (0.52) | Â | (0.44) | (1.80) |
| sexFemale:edu | Â | Â | 0.28 | Â | Â | 0.08 | Â | Â | 1.35 |
| Â | Â | Â | (0.20) | Â | Â | (0.35) | Â | Â | (1.09) |
| sexFemale:year2011 | Â | Â | 0.23 | Â | Â | 0.27 | Â | Â | 0.16 |
| Â | Â | Â | (0.29) | Â | Â | (0.49) | Â | Â | (1.70) |
| sexFemale:edu:year2011 | Â | Â | -0.28 | Â | Â | -0.35 | Â | Â | -1.06 |
| Â | Â | Â | (0.19) | Â | Â | (0.34) | Â | Â | (1.04) |
| adultincome | Â | Â | Â | 0.08*** | 0.09*** | 0.08 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.05) | Â | Â | Â |
| year2004 | Â | Â | Â | -1.23*** | -1.15*** | Â | -1.28*** | -1.13*** | Â |
| Â | Â | Â | Â | (0.06) | (0.09) | Â | (0.21) | (0.30) | Â |
| adultincome:year2004 | Â | Â | Â | -0.01 | -0.02* | Â | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | Â | Â | Â | Â |
| sexFemale:adultincome | Â | Â | Â | Â | -0.01 | -0.04 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | (0.07) | Â | Â | Â |
| sexFemale:year2004 | Â | Â | Â | Â | -0.13 | Â | Â | -0.27 | Â |
| Â | Â | Â | Â | Â | (0.12) | Â | Â | (0.42) | Â |
| sexFemale:adultincome:year2004 | Â | Â | Â | Â | 0.01 | Â | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | Â | Â | Â | Â |
| adultincome:edu | Â | Â | Â | Â | Â | -0.03 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.02) | Â | Â | Â |
| adultincome:year2011 | Â | Â | Â | Â | Â | 0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.04) | Â | Â | Â |
| sexFemale:adultincome:edu | Â | Â | Â | Â | Â | 0.02 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.03) | Â | Â | Â |
| sexFemale:adultincome:year2011 | Â | Â | Â | Â | Â | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.06) | Â | Â | Â |
| adultincome:edu:year2011 | Â | Â | Â | Â | Â | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.02) | Â | Â | Â |
| sexFemale:adultincome:edu:year2011 | Â | Â | Â | Â | Â | 0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.03) | Â | Â | Â |
| childincomecompare | Â | Â | Â | Â | Â | Â | 0.13 | 0.09 | -0.45 |
| Â | Â | Â | Â | Â | Â | Â | (0.07) | (0.10) | (0.43) |
| childincomecompare:year2004 | Â | Â | Â | Â | Â | Â | -0.01 | -0.05 | Â |
| Â | Â | Â | Â | Â | Â | Â | (0.07) | (0.09) | Â |
| sexFemale:childincomecompare | Â | Â | Â | Â | Â | Â | Â | 0.08 | 0.66 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.14) | (0.57) |
| sexFemale:childincomecompare:year2004 | Â | Â | Â | Â | Â | Â | Â | 0.08 | Â |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.13) | Â |
| childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | 0.21 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.22) |
| childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | -0.01 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.40) |
| sexFemale:childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.34 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.33) |
| sexFemale:childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.54) |
| childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | -0.14 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.20) |
| sexFemale:childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.24 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.32) |
| AIC | 26431.86 | 26285.03 | 26176.22 | 41171.72 | 41174.24 | 26184.05 | 41342.91 | 41349.06 | 26189.07 |
| Log Likelihood | -13210.93 | -13135.52 | -13077.11 | -20578.86 | -20576.12 | -13073.02 | -20664.46 | -20663.53 | -13075.53 |
| Num. obs. | 4249 | 4249 | 4249 | 9130 | 9130 | 4249 | 9130 | 9130 | 4249 |
| Num. groups: personid | 2280 | 2280 | 2280 | 4674 | 4674 | 2280 | 4674 | 4674 | 2280 |
| Var: personid (Intercept) | 37.42 | 35.01 | 33.58 | 6.98 | 6.97 | 33.50 | 7.18 | 7.18 | 33.55 |
| Var: personid year2011 | 28.58 | 28.35 | 28.33 | Â | Â | 28.31 | Â | Â | 28.32 |
| Var: personid year2004 | Â | Â | Â | 6.26 | 6.25 | Â | 6.26 | 6.26 | Â |
| p < 0.001; p < 0.01; p < 0.05 | |||||||||
printed table for .doc
no higher ed vs higher ed
no higher ed vs higher ed
add gender
adult income
| Â | by Time | Edu * Year | Edu * Sex * Year | Income * Year | Income * Sex * Year | Income * Sex * Edu * Year | Child Income * Year | Child Income * Sex * Year | Child Income * Sex * Edu * Year |
|---|---|---|---|---|---|---|---|---|---|
| (Intercept) | 11.63*** | 11.07*** | 10.23*** | 10.93*** | 10.14*** | 9.64*** | 11.79*** | 11.64*** | 11.97*** |
| Â | (0.07) | (0.08) | (0.13) | (0.12) | (0.18) | (0.22) | (0.40) | (0.57) | (0.77) |
| year2011 | -0.31*** | -0.37*** | -0.39** | -0.24* | -0.20 | -0.28 | -0.69 | -0.55 | -0.47 |
| Â | (0.07) | (0.08) | (0.12) | (0.11) | (0.17) | (0.22) | (0.37) | (0.54) | (0.74) |
| edu | Â | 0.68*** | 0.78*** | Â | Â | 0.90*** | Â | Â | 0.46 |
| Â | Â | (0.06) | (0.07) | Â | Â | (0.13) | Â | Â | (0.40) |
| edu:year2011 | Â | 0.08 | 0.07 | Â | Â | 0.12 | Â | Â | -0.01 |
| Â | Â | (0.05) | (0.07) | Â | Â | (0.13) | Â | Â | (0.38) |
| sexFemale | Â | Â | 1.41*** | Â | 1.24*** | 1.56*** | Â | 0.05 | 0.67 |
| Â | Â | Â | (0.17) | Â | (0.23) | (0.29) | Â | (0.79) | (1.01) |
| sexFemale:edu | Â | Â | -0.04 | Â | Â | -0.27 | Â | Â | -0.74 |
| Â | Â | Â | (0.11) | Â | Â | (0.20) | Â | Â | (0.60) |
| sexFemale:year2011 | Â | Â | 0.03 | Â | -0.06 | 0.07 | Â | -0.23 | -0.04 |
| Â | Â | Â | (0.16) | Â | (0.22) | (0.28) | Â | (0.75) | (0.98) |
| sexFemale:edu:year2011 | Â | Â | 0.04 | Â | Â | -0.11 | Â | Â | -0.11 |
| Â | Â | Â | (0.11) | Â | Â | (0.19) | Â | Â | (0.58) |
| adultincome | Â | Â | Â | 0.09*** | 0.11*** | 0.09*** | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.02) | (0.03) | Â | Â | Â |
| adultincome:year2011 | Â | Â | Â | -0.01 | -0.01 | -0.02 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.02) | (0.03) | Â | Â | Â |
| sexFemale:adultincome | Â | Â | Â | Â | 0.00 | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.03) | (0.04) | Â | Â | Â |
| sexFemale:adultincome:year2011 | Â | Â | Â | Â | 0.01 | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.02) | (0.04) | Â | Â | Â |
| adultincome:edu | Â | Â | Â | Â | Â | -0.02 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu | Â | Â | Â | Â | Â | 0.02 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.02) | Â | Â | Â |
| adultincome:edu:year2011 | Â | Â | Â | Â | Â | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu:year2011 | Â | Â | Â | Â | Â | 0.02 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.02) | Â | Â | Â |
| childincomecompare | Â | Â | Â | Â | Â | Â | -0.05 | -0.19 | -0.56* |
| Â | Â | Â | Â | Â | Â | Â | (0.12) | (0.18) | (0.24) |
| childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | 0.12 | 0.07 | 0.03 |
| Â | Â | Â | Â | Â | Â | Â | (0.12) | (0.17) | (0.23) |
| sexFemale:childincomecompare | Â | Â | Â | Â | Â | Â | Â | 0.32 | 0.23 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.25) | (0.32) |
| sexFemale:childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | Â | 0.08 | 0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.23) | (0.31) |
| childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | 0.11 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.12) |
| sexFemale:childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | 0.21 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.18) |
| childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.12) |
| sexFemale:childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.04 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.18) |
| AIC | 41619.77 | 41378.09 | 41231.05 | 41549.11 | 41439.25 | 41208.80 | 41622.64 | 41538.52 | 41227.38 |
| Log Likelihood | -20804.88 | -20682.05 | -20604.53 | -20767.56 | -20708.62 | -20585.40 | -20804.32 | -20758.26 | -20594.69 |
| Num. obs. | 7509 | 7509 | 7509 | 7509 | 7509 | 7509 | 7509 | 7509 | 7509 |
| Num. groups: personid | 4504 | 4504 | 4504 | 4504 | 4504 | 4504 | 4504 | 4504 | 4504 |
| Var: personid (Intercept) | 18.32 | 17.62 | 17.16 | 18.01 | 17.62 | 17.00 | 18.32 | 18.03 | 17.11 |
| Var: personid year2011 | 14.54 | 14.53 | 14.52 | 14.56 | 14.57 | 14.54 | 14.54 | 14.53 | 14.52 |
| p < 0.001; p < 0.01; p < 0.05 | |||||||||
printed table to word doc
#### Adult variables
Adding edu
add gender
Break down the 3 way interaction
edu*year in just females
edu*year in just males
| Â | by Time | Edu * Year | Edu * Sex * Year | Income * Year | Income * Sex * Year | Income * Sex * Edu * Year | Child Income * Year | Child Income * Sex * Year | Child Income * Sex * Edu * Year |
|---|---|---|---|---|---|---|---|---|---|
| (Intercept) | 6.24*** | 6.10*** | 5.47*** | 6.07*** | 5.48*** | 5.30*** | 6.03*** | 5.29*** | 5.18*** |
| Â | (0.03) | (0.03) | (0.05) | (0.05) | (0.07) | (0.09) | (0.16) | (0.22) | (0.30) |
| year2011 | -0.69*** | -0.71*** | -0.48*** | -0.68*** | -0.45*** | -0.44*** | -0.62*** | -0.18 | 0.09 |
| Â | (0.03) | (0.04) | (0.06) | (0.05) | (0.08) | (0.10) | (0.17) | (0.25) | (0.34) |
| edu | Â | 0.17*** | 0.31*** | Â | Â | 0.37*** | Â | Â | 0.38* |
| Â | Â | (0.02) | (0.03) | Â | Â | (0.05) | Â | Â | (0.16) |
| edu:year2011 | Â | 0.02 | -0.06 | Â | Â | -0.05 | Â | Â | -0.25 |
| Â | Â | (0.03) | (0.03) | Â | Â | (0.06) | Â | Â | (0.18) |
| sexFemale | Â | Â | 1.08*** | Â | 0.94*** | 1.02*** | Â | 1.20*** | 1.08** |
| Â | Â | Â | (0.07) | Â | (0.09) | (0.11) | Â | (0.31) | (0.40) |
| sexFemale:edu | Â | Â | -0.20*** | Â | Â | -0.19* | Â | Â | 0.00 |
| Â | Â | Â | (0.04) | Â | Â | (0.08) | Â | Â | (0.24) |
| sexFemale:year2011 | Â | Â | -0.39*** | Â | -0.39*** | -0.33* | Â | -0.79* | -0.83 |
| Â | Â | Â | (0.08) | Â | (0.10) | (0.13) | Â | (0.35) | (0.46) |
| sexFemale:edu:year2011 | Â | Â | 0.17** | Â | Â | 0.05 | Â | Â | 0.10 |
| Â | Â | Â | (0.05) | Â | Â | (0.09) | Â | Â | (0.27) |
| adultincome | Â | Â | Â | 0.02*** | 0.04*** | 0.02* | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.01) | Â | Â | Â |
| adultincome:year2011 | Â | Â | Â | -0.00 | -0.01 | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.01) | Â | Â | Â |
| sexFemale:adultincome | Â | Â | Â | Â | -0.01 | 0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | (0.01) | Â | Â | Â |
| sexFemale:adultincome:year2011 | Â | Â | Â | Â | 0.02 | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.01) | (0.02) | Â | Â | Â |
| adultincome:edu | Â | Â | Â | Â | Â | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.00) | Â | Â | Â |
| sexFemale:adultincome:edu | Â | Â | Â | Â | Â | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| adultincome:edu:year2011 | Â | Â | Â | Â | Â | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu:year2011 | Â | Â | Â | Â | Â | 0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| childincomecompare | Â | Â | Â | Â | Â | Â | 0.07 | 0.16* | 0.09 |
| Â | Â | Â | Â | Â | Â | Â | (0.05) | (0.07) | (0.10) |
| childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | -0.02 | -0.12 | -0.18 |
| Â | Â | Â | Â | Â | Â | Â | (0.05) | (0.08) | (0.11) |
| sexFemale:childincomecompare | Â | Â | Â | Â | Â | Â | Â | -0.11 | 0.00 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.10) | (0.13) |
| sexFemale:childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | Â | 0.17 | 0.14 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.11) | (0.14) |
| childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.05) |
| sexFemale:childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.06 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.07) |
| childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.06 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.05) |
| sexFemale:childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.08) |
| AIC | 25800.63 | 25673.98 | 25288.29 | 25770.23 | 25441.75 | 25269.10 | 25802.23 | 25513.05 | 25298.13 |
| Log Likelihood | -12895.31 | -12829.99 | -12633.14 | -12878.12 | -12709.87 | -12615.55 | -12894.11 | -12745.52 | -12630.07 |
| Num. obs. | 7058 | 7058 | 7058 | 7058 | 7058 | 7058 | 7058 | 7058 | 7058 |
| Num. groups: personid | 3634 | 3634 | 3634 | 3634 | 3634 | 3634 | 3634 | 3634 | 3634 |
| Var: personid (Intercept) | 2.88 | 2.83 | 2.62 | 2.86 | 2.67 | 2.60 | 2.88 | 2.70 | 2.61 |
| Var: personid year2011 | 3.37 | 3.37 | 3.34 | 3.37 | 3.35 | 3.34 | 3.37 | 3.35 | 3.34 |
| p < 0.001; p < 0.01; p < 0.05 | |||||||||
printed table to doc
#### Adult variables
| Â | by Time | Edu * Year | Edu * Sex * Year | Income * Year | Income * Sex * Year | Income * Sex * Edu * Year | Child Income * Year | Child Income * Sex * Year | Child Income * Sex * Edu * Year |
|---|---|---|---|---|---|---|---|---|---|
| (Intercept) | 7.79*** | 7.58*** | 7.20*** | 7.57*** | 7.18*** | 6.98*** | 7.97*** | 7.35*** | 7.25*** |
| Â | (0.04) | (0.05) | (0.08) | (0.07) | (0.11) | (0.14) | (0.24) | (0.34) | (0.47) |
| year2011 | -0.57*** | -0.58*** | -0.43*** | -0.53*** | -0.46*** | -0.43** | -0.69** | -0.33 | 0.09 |
| Â | (0.05) | (0.06) | (0.09) | (0.08) | (0.12) | (0.15) | (0.26) | (0.38) | (0.53) |
| edu | Â | 0.25*** | 0.34*** | Â | Â | 0.38*** | Â | Â | 0.39 |
| Â | Â | (0.03) | (0.05) | Â | Â | (0.08) | Â | Â | (0.24) |
| edu:year2011 | Â | 0.01 | 0.01 | Â | Â | -0.02 | Â | Â | -0.29 |
| Â | Â | (0.04) | (0.05) | Â | Â | (0.09) | Â | Â | (0.27) |
| sexFemale | Â | Â | 0.66*** | Â | 0.63*** | 0.65*** | Â | 1.06* | 1.15 |
| Â | Â | Â | (0.10) | Â | (0.14) | (0.18) | Â | (0.47) | (0.62) |
| sexFemale:edu | Â | Â | -0.13 | Â | Â | -0.05 | Â | Â | -0.13 |
| Â | Â | Â | (0.07) | Â | Â | (0.12) | Â | Â | (0.37) |
| sexFemale:year2011 | Â | Â | -0.25* | Â | -0.07 | 0.02 | Â | -0.60 | -0.69 |
| Â | Â | Â | (0.12) | Â | (0.16) | (0.20) | Â | (0.53) | (0.70) |
| sexFemale:edu:year2011 | Â | Â | -0.04 | Â | Â | -0.11 | Â | Â | -0.12 |
| Â | Â | Â | (0.08) | Â | Â | (0.13) | Â | Â | (0.41) |
| adultincome | Â | Â | Â | 0.03*** | 0.04*** | 0.03 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.02) | Â | Â | Â |
| adultincome:year2011 | Â | Â | Â | -0.01 | 0.00 | -0.00 | Â | Â | Â |
| Â | Â | Â | Â | (0.01) | (0.01) | (0.02) | Â | Â | Â |
| sexFemale:adultincome | Â | Â | Â | Â | -0.02 | 0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.02) | (0.02) | Â | Â | Â |
| sexFemale:adultincome:year2011 | Â | Â | Â | Â | -0.03 | -0.04 | Â | Â | Â |
| Â | Â | Â | Â | Â | (0.02) | (0.02) | Â | Â | Â |
| adultincome:edu | Â | Â | Â | Â | Â | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu | Â | Â | Â | Â | Â | -0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| adultincome:edu:year2011 | Â | Â | Â | Â | Â | 0.00 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| sexFemale:adultincome:edu:year2011 | Â | Â | Â | Â | Â | 0.01 | Â | Â | Â |
| Â | Â | Â | Â | Â | Â | (0.01) | Â | Â | Â |
| childincomecompare | Â | Â | Â | Â | Â | Â | -0.06 | 0.06 | -0.02 |
| Â | Â | Â | Â | Â | Â | Â | (0.07) | (0.11) | (0.15) |
| childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | 0.04 | -0.03 | -0.17 |
| Â | Â | Â | Â | Â | Â | Â | (0.08) | (0.12) | (0.17) |
| sexFemale:childincomecompare | Â | Â | Â | Â | Â | Â | Â | -0.20 | -0.16 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.15) | (0.20) |
| sexFemale:childincomecompare:year2011 | Â | Â | Â | Â | Â | Â | Â | 0.10 | 0.14 |
| Â | Â | Â | Â | Â | Â | Â | Â | (0.16) | (0.22) |
| childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | -0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.07) |
| sexFemale:childincomecompare:edu | Â | Â | Â | Â | Â | Â | Â | Â | 0.00 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.11) |
| childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.09 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.08) |
| sexFemale:childincomecompare:edu:year2011 | Â | Â | Â | Â | Â | Â | Â | Â | 0.02 |
| Â | Â | Â | Â | Â | Â | Â | Â | Â | (0.13) |
| AIC | 30008.62 | 29913.94 | 29867.41 | 29990.89 | 29950.21 | 29866.80 | 30012.06 | 29990.53 | 29875.07 |
| Log Likelihood | -14999.31 | -14949.97 | -14922.70 | -14988.44 | -14964.11 | -14914.40 | -14999.03 | -14984.26 | -14918.53 |
| Num. obs. | 6715 | 6715 | 6715 | 6715 | 6715 | 6715 | 6715 | 6715 | 6715 |
| Num. groups: personid | 3587 | 3587 | 3587 | 3587 | 3587 | 3587 | 3587 | 3587 | 3587 |
| Var: personid (Intercept) | 6.06 | 5.96 | 5.88 | 6.03 | 5.97 | 5.87 | 6.06 | 6.00 | 5.88 |
| Var: personid year2011 | 7.25 | 7.25 | 7.22 | 7.24 | 7.22 | 7.21 | 7.25 | 7.23 | 7.22 |
| p < 0.001; p < 0.01; p < 0.05 | |||||||||
Printed table